| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIFAR-100 Near-OOD (test) | NAC-UE | AUROC89.78 | 93 | 1mo ago | |
| CIFAR-10 | OE | AUROC94.82 | 71 | 1mo ago | |
| ImageNet-200 | RankOOD | AUROC85.3 | 36 | 1mo ago | |
| CIFAR-10, CIFAR-100, TinyImageNet Average | OE | AUROC89.32 | 35 | 1mo ago | |
| TinyImageNet | RankOOD | AUROC85.3 | 34 | 1mo ago | |
| Tiny ImageNet Near-OOD (test) | NAC-UE | FPR@9526.53 | 22 | 3mo ago | |
| Average (CIFAR-10, CIFAR-100, ImageNet-200) | OE | AUROC89.32 | 21 | 1mo ago | |
| CLINC150 | Gemma2-2b LR baseline | AUROC86.61 | 4 | 21d ago | |
| SNIPS | Gemma2-9b LR baseline | AUROC97.98 | 4 | 21d ago | |
| ROSTD | Gemma2-2b LR baseline | AUROC97.26 | 4 | 21d ago | |
| AGNews one-vs-all runs | Gemma2-2b + 16k SAE + Markov | AUROC (c3)0.9 | 4 | 21d ago |
